Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	2969
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	301.7 KiB
Average record size in memory	104.0 B

Variable types

Numeric	11
Categorical	2

Alerts

`qtde_products` has a high cardinality: 2967 distinct values	High cardinality
`avg_recency_days` has a high cardinality: 290 distinct values	High cardinality
`gross_revenue` is highly correlated with `qtde_invoices` and 2 other fields	High correlation
`recency_days` is highly correlated with `qtde_invoices`	High correlation
`qtde_invoices` is highly correlated with `gross_revenue` and 2 other fields	High correlation
`qtde_items` is highly correlated with `gross_revenue` and 2 other fields	High correlation
`avg_ticket` is highly correlated with `avg_unique_basket_size`	High correlation
`avg_basket_size` is highly correlated with `gross_revenue` and 1 other fields	High correlation
`avg_unique_basket_size` is highly correlated with `avg_ticket`	High correlation
`gross_revenue` is highly correlated with `qtde_invoices` and 1 other fields	High correlation
`qtde_invoices` is highly correlated with `gross_revenue` and 1 other fields	High correlation
`qtde_items` is highly correlated with `gross_revenue` and 1 other fields	High correlation
`avg_ticket` is highly correlated with `qtde_returns` and 1 other fields	High correlation
`qtde_returns` is highly correlated with `avg_ticket` and 1 other fields	High correlation
`avg_basket_size` is highly correlated with `avg_ticket` and 1 other fields	High correlation
`gross_revenue` is highly correlated with `qtde_invoices` and 1 other fields	High correlation
`qtde_invoices` is highly correlated with `gross_revenue` and 1 other fields	High correlation
`qtde_items` is highly correlated with `gross_revenue` and 2 other fields	High correlation
`avg_basket_size` is highly correlated with `qtde_items`	High correlation
`gross_revenue` is highly correlated with `qtde_invoices` and 4 other fields	High correlation
`qtde_invoices` is highly correlated with `gross_revenue` and 1 other fields	High correlation
`qtde_items` is highly correlated with `gross_revenue` and 4 other fields	High correlation
`avg_ticket` is highly correlated with `gross_revenue` and 3 other fields	High correlation
`qtde_returns` is highly correlated with `gross_revenue` and 3 other fields	High correlation
`avg_basket_size` is highly correlated with `gross_revenue` and 3 other fields	High correlation
`avg_ticket` is highly skewed (γ1 = 53.4442279)	Skewed
`qtde_returns` is highly skewed (γ1 = 51.79774426)	Skewed
`avg_basket_size` is highly skewed (γ1 = 44.68328098)	Skewed
`qtde_products` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`customer_id` has unique values	Unique
`recency_days` has 34 (1.1%) zeros	Zeros
`qtde_returns` has 1481 (49.9%) zeros	Zeros

Reproduction

Analysis started	2022-07-29 13:42:28.506436
Analysis finished	2022-07-29 13:42:46.895998
Duration	18.39 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	2969
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2317.292354

Minimum	0
Maximum	5715
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	23.3 KiB

Quantile statistics

Minimum	0
5-th percentile	185.4
Q1	929
median	2120
Q3	3537
95-th percentile	5035.2
Maximum	5715
Range	5715
Interquartile range (IQR)	2608

Descriptive statistics

Standard deviation	1554.944589
Coefficient of variation (CV)	0.6710178739
Kurtosis	-1.010787014
Mean	2317.292354
Median Absolute Deviation (MAD)	1271
Skewness	0.342284058
Sum	6880041
Variance	2417852.674
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
3011	1	< 0.1%
2996	1	< 0.1%
2999	1	< 0.1%
3000	1	< 0.1%
3001	1	< 0.1%
3002	1	< 0.1%
3005	1	< 0.1%
3007	1	< 0.1%
3008	1	< 0.1%
Other values (2959)	2959	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
5715	1	< 0.1%
5696	1	< 0.1%
5686	1	< 0.1%
5680	1	< 0.1%
5659	1	< 0.1%
5655	1	< 0.1%
5649	1	< 0.1%
5638	1	< 0.1%
5637	1	< 0.1%
5627	1	< 0.1%

customer_id
Real number (ℝ_≥0)

UNIQUE

Distinct	2969
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15270.77299

Minimum	12347
Maximum	18287
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.3 KiB

Quantile statistics

Minimum	12347
5-th percentile	12619.4
Q1	13799
median	15221
Q3	16768
95-th percentile	17964.6
Maximum	18287
Range	5940
Interquartile range (IQR)	2969

Descriptive statistics

Standard deviation	1718.990292
Coefficient of variation (CV)	0.1125673398
Kurtosis	-1.206094692
Mean	15270.77299
Median Absolute Deviation (MAD)	1488
Skewness	0.03160785866
Sum	45338925
Variance	2954927.624
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17850	1	< 0.1%
17588	1	< 0.1%
14905	1	< 0.1%
16103	1	< 0.1%
14626	1	< 0.1%
14868	1	< 0.1%
18246	1	< 0.1%
17115	1	< 0.1%
16611	1	< 0.1%
15912	1	< 0.1%
Other values (2959)	2959	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12347	1	< 0.1%
12348	1	< 0.1%
12352	1	< 0.1%
12356	1	< 0.1%
12358	1	< 0.1%
12359	1	< 0.1%
12360	1	< 0.1%
12362	1	< 0.1%
12364	1	< 0.1%
12370	1	< 0.1%

Value	Count	Frequency (%)
18287	1	< 0.1%
18283	1	< 0.1%
18282	1	< 0.1%
18277	1	< 0.1%
18276	1	< 0.1%
18274	1	< 0.1%
18273	1	< 0.1%
18272	1	< 0.1%
18270	1	< 0.1%
18269	1	< 0.1%

gross_revenue
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2954
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2749.226056

Minimum	6.2
Maximum	279138.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.3 KiB

Quantile statistics

Minimum	6.2
5-th percentile	229.77
Q1	570.96
median	1086.92
Q3	2308.06
95-th percentile	7219.68
Maximum	279138.02
Range	279131.82
Interquartile range (IQR)	1737.1

Descriptive statistics

Standard deviation	10580.4905
Coefficient of variation (CV)	3.848534202
Kurtosis	353.9585684
Mean	2749.226056
Median Absolute Deviation (MAD)	672.72
Skewness	16.77787915
Sum	8162452.16
Variance	111946779.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
178.96	2	0.1%
533.33	2	0.1%
889.93	2	0.1%
2053.02	2	0.1%
745.06	2	0.1%
379.65	2	0.1%
2092.32	2	0.1%
731.9	2	0.1%
1353.74	2	0.1%
331	2	0.1%
Other values (2944)	2949	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.2	1	< 0.1%
13.3	1	< 0.1%
15	1	< 0.1%
36.56	1	< 0.1%
45	1	< 0.1%
52	1	< 0.1%
52.2	1	< 0.1%
52.2	1	< 0.1%
62.43	1	< 0.1%
68.84	1	< 0.1%

Value	Count	Frequency (%)
279138.02	1	< 0.1%
259657.3	1	< 0.1%
194550.79	1	< 0.1%
168472.5	1	< 0.1%
140438.72	1	< 0.1%
124564.53	1	< 0.1%
117375.63	1	< 0.1%
91062.38	1	< 0.1%
72882.09	1	< 0.1%
66653.56	1	< 0.1%

recency_days
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	272
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.28864938

Minimum	0
Maximum	373
Zeros	34
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	23.3 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	11
median	31
Q3	81
95-th percentile	242
Maximum	373
Range	373
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	77.75617089
Coefficient of variation (CV)	1.209485215
Kurtosis	2.778038567
Mean	64.28864938
Median Absolute Deviation (MAD)	26
Skewness	1.798396863
Sum	190873
Variance	6046.022112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	99	3.3%
4	87	2.9%
2	85	2.9%
3	85	2.9%
8	76	2.6%
10	67	2.3%
9	66	2.2%
7	66	2.2%
17	64	2.2%
22	55	1.9%
Other values (262)	2219	74.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	1.1%
1	99	3.3%
2	85	2.9%
3	85	2.9%
4	87	2.9%
5	43	1.4%
7	66	2.2%
8	76	2.6%
9	66	2.2%
10	67	2.3%

Value	Count	Frequency (%)
373	2	0.1%
372	4	0.1%
371	1	< 0.1%
368	1	< 0.1%
366	4	0.1%
365	2	0.1%
364	1	< 0.1%
360	1	< 0.1%
359	1	< 0.1%
358	4	0.1%

qtde_invoices
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	56
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.72280229

Minimum	1
Maximum	206
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	6
95-th percentile	17
Maximum	206
Range	205
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	8.85665393
Coefficient of variation (CV)	1.547607882
Kurtosis	190.8253633
Mean	5.72280229
Median Absolute Deviation (MAD)	2
Skewness	10.76645634
Sum	16991
Variance	78.44031883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	786	26.5%
3	498	16.8%
4	393	13.2%
5	237	8.0%
1	190	6.4%
6	173	5.8%
7	138	4.6%
8	98	3.3%
9	69	2.3%
10	55	1.9%
Other values (46)	332	11.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	190	6.4%
2	786	26.5%
3	498	16.8%
4	393	13.2%
5	237	8.0%
6	173	5.8%
7	138	4.6%
8	98	3.3%
9	69	2.3%
10	55	1.9%

Value	Count	Frequency (%)
206	1	< 0.1%
199	1	< 0.1%
124	1	< 0.1%
97	1	< 0.1%
91	2	0.1%
86	1	< 0.1%
72	1	< 0.1%
62	2	0.1%
60	1	< 0.1%
57	1	< 0.1%

qtde_items
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1665
Distinct (%)	56.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1606.461098

Minimum	1
Maximum	196844
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.3 KiB

Quantile statistics

Minimum	1
5-th percentile	101.4
Q1	296
median	639
Q3	1399
95-th percentile	4407.4
Maximum	196844
Range	196843
Interquartile range (IQR)	1103

Descriptive statistics

Standard deviation	5882.976527
Coefficient of variation (CV)	3.6620722
Kurtosis	467.153716
Mean	1606.461098
Median Absolute Deviation (MAD)	420
Skewness	17.87844459
Sum	4769583
Variance	34609412.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
310	11	0.4%
88	9	0.3%
150	9	0.3%
260	8	0.3%
84	8	0.3%
288	8	0.3%
272	8	0.3%
246	8	0.3%
516	7	0.2%
394	7	0.2%
Other values (1655)	2886	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	0.1%
12	2	0.1%
16	1	< 0.1%
17	1	< 0.1%
18	1	< 0.1%
19	1	< 0.1%
20	1	< 0.1%
23	1	< 0.1%
25	1	< 0.1%

Value	Count	Frequency (%)
196844	1	< 0.1%
80997	1	< 0.1%
79963	1	< 0.1%
77373	1	< 0.1%
69993	1	< 0.1%
64549	1	< 0.1%
64124	1	< 0.1%
62812	1	< 0.1%
58243	1	< 0.1%
57785	1	< 0.1%

qtde_products
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	2967
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Memory size	23.3 KiB

2123221231	2
85123A217332173385123A	2
2068521524226914811648194481844818748173C82483824867147717091J7223272349B725861700322810228098248682483481872268771477	1
2173385123A21181218682153321080475662171482482224692247085099B475662285575049L85123A21080	1
230522305022766230532305121654220872267779030G23054230492305123053230502305223054226802268222683221702309222767230522305185123A221897281222676226792309222766230512165485032D84806B2305023052227662309290030A90030C22676226772267823323233272095623052	1
Other values (2962)	2962

Length

Max length	39930
Median length	1493
Mean length	623.7325699
Min length	5

Characters and Unicode

Total characters	1851862
Distinct characters	33
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2965 ?
Unique (%)	99.9%

Sample

1st row	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
2nd row	848792274522748227492231084969226232262221754217552177748187229602291322912229142175616161P227662270823231850158501622829227222296022961229692272022549209722274384969226222165821756217542175548184226922274822745227492296022722227202097222274849692262322499226072165847566217562175421755219022190121899219002207785123A2315223182231612316023163231622316423177231762300622996230702312623299849692165822423475662162123092231122311023111231182309323089231682323623240231752317323245230322303123029230288505322090220892208885123A217554756622423849692312620972227202315223162231632262316161P21754217552190121900481872311223111231102309323028232452324023173232362318223161231602296023546235452323122720227082298622739234352296022722227202097222621481884818448187230322303185053232452289922367235142351323511231982329423295230252347023397230962348723109234342208685049E
3rd row	22728227272272621724218831000221791210352232622629226592263122661217312290021913225402254422492210862108022726227272272822729211212232620750225512255622555217312239022333223312071921883210422236721094225402253922556225542255121981226152261622614162182232622492230072301021559210422108021086210942124021731223332233122556225542272922197220902249222991230092328023281225562249222434212402123822090227292072420719210392112121212211542098320981212458438023100212402123821244212422329822197212102235622466226102260922561227262272722728227291621823124210942108021086215592233322728210802109421086229552263622556359702198821989219872255422551220812208222080212102115621080210862109423445223262316922326224922103921210226592272622727227282233322466233282338823389233902337323374229912173122778221972336823367235062350922629215592115620750220902329822539233892235223389233882339022197207242348023570233672255522951224172197620719207242235622492226362219722083223262232821207227272272622728227302344523298212122336723368223332299121094210862108021988219892198721680223322359823084235622254022544234802308423298229092261322617235152236721156223522155922326233882272822726
4th row	22086228432284122839224232290722961225852208422423212322245722084233782312922423220772295023351233502331923354220868494622734229522301323012
5th row	212582125821258

Common Values

Value	Count	Frequency (%)
2123221231	2	0.1%
85123A217332173385123A	2	0.1%
2068521524226914811648194481844818748173C82483824867147717091J7223272349B725861700322810228098248682483481872268771477	1	< 0.1%
2173385123A21181218682153321080475662171482482224692247085099B475662285575049L85123A21080	1	< 0.1%
230522305022766230532305121654220872267779030G23054230492305123053230502305223054226802268222683221702309222767230522305185123A221897281222676226792309222766230512165485032D84806B2305023052227662309290030A90030C22676226772267823323233272095623052	1	< 0.1%
232052320185123A2198521212221782131422457229697274185169A211222112421986213858506621714213812249979302M847552241321181219772187021874226522283522112224082277985180B84510A22423227762197421671216722167021669216682208921381222952322720829848792247022670231472222485099F23201223862320021928219294819422469475662245785123A2072323204223562320522314700062240923472235312348423543849922121221985475662242385099B22376215772192821929207132238623201233432335684078A224412216922768219832198423378230848497823173226982269723175226992338223480234892352823529235232352723542223852266323343233442280922810229422294185048849457147723313	1	< 0.1%
223492230122300227492260622620226072260522998228992290422741227522097722821223842072822728227302296922993229072290522665223842320922273209692097022150221477147721912232292260522570225682311922493209722097122758227542275221935219342238223206207272238322961217912257022569221502214720972209692256422563227412072723209207252266723275221492260721914219152260522693227592256222632226332343922866228652286723493235042350322940221422214122144217312308422554225552255722568209692097020972209712263222633234392286622865228672211222835232092319822666231582294023082230832310023267233892348023084225682262120969209702349323494233552211422835221123597023100230832191422865228672255622554225572349323480217312308422112228352335523083	1	< 0.1%
71053220872208721340	1	< 0.1%
2250122776213404813871459847552242722844224234756622382223842238685099C2072585099B229072129423173226992317023245227202238422386224234756685123A2324323174231752243023582223868248690058B85099C2334490057	1	< 0.1%
21703230482304420972227492256822751230432304423091	1	< 0.1%
Other values (2957)	2957	99.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
charges	6	0.2%
2123221231	2	0.1%
85123a217332173385123a	2	0.1%
2248775013b85123a8248375013b2276672802a72807a20828224878248422171824838248685213228002279172351b207672280622170213132245785123a82494l170032312010133207732076820774230822306582482101352082882494l725862248820828101352245722185824838248272351a217142171323462227682188922560224892191410135170032261922440233562148535471d221122262182494l8248272351b824838248321034	1	< 0.1%
221398485422411825672167222774227717127022262226372193421169211662117537444a37444c220862208384971s7127047580222618483222644215332155715056bl15056n226462217622438217312277822719215232262022778849462103384865211722150484563a84563b2250221867216722167337444a2277585035b22775843782263722891218992208382613b82599211582208685014a374462235521258793213744935004c84559b84997d4758084415b2065522170206772123922088220902090622262221752217621243220832109837444b2193422646373332121221872212598486584997d22086226208497884050212582290984997d84997c212442067521240215592289184946226444758021470227882276622261222622156372598225028248615056bl7932135004c82494l225022082922778228442264421731228452173185184c227742290922910824864000115056n228342075022788208292177421231207192072685035b793212080248173c2075082567848362167084849d229092284522746225632256222756219492124321245206772067484997d84997c84997b826002272321832223132244585136a7932148111222422271985099b35004c21668793212208721258221982217184997d84997c824838248615056bl84563a22891215592156121558223522165884509a2173121169223842209047580217732252385036a21988219892089782613c21899848322138021670216692167121672216732226221445214472143920675826002075020829223252156321564211212277521380222412177437449217732237821240212382106884970l84970s84989a2115521243212442124522909206752067422620207332112175049l8475521672216718248484947849468515284997c84997a84997d228052277121931223558248485099f2117582599207252072722384207282071920718207242067720675206742067684997b212422210384993a21244212432124521240212392123820676212122277422775227732277222845228442257182001s207272271921774218818248221754211642280521242206762108021212212388483621121218442264584970s15056n215582103521041475802075420718207242235615056n35004c79321227782284521658843782067622352216712167321669216702167284997d84997c2072521240210682123121210210802198921242212442124521243211232175485099f2071321930219282241121934217732072521668227742167021669216712167321754218992124321244220888259984997b84997d84997c84997a84509a84510a222622184472799f206752067720674206762156185099c85099f2071922356217312284437448221972206185232a2241184520b22088215592155884997c2165822494212442124521033215592156121558206752175485099b84997b84997d2217572760b2112222494215632156484997c84997a216732167221671216702166922774217312193415056n224942247021329213282132722262227752277421669216702290822908219892250279321215232208784509c84946213132067915056n222622217084970s22171474214742222470213272263722325227882082922313217332252185032b2138085019a2186721867214392289185163b1601621755848652155785167b848322211247559b4758021035848368437821658219472194921899215632156417136a2112121122206653733321166211698258182567825832227822276211632115984912b214702146784849d84971s84997c84997a2208922090220882075084596b84596f22176216732116421987219892068522646207282210321564217332112184378222622061884949211758515285014a15056n85014b851502155672760b84559b227522224185163b221712215122152221752231822170222472189984971s2167321672216712167020750215572277222241848368518722361223632236421122222622216272760b8520085150825992116915056bl15056n2217622318222428497822778227752166922774824862192820713207122193137444b37444a84849d2226222620851872145647590a2231885205b35920848362138917136a84997a22284215638248322121359242117584949227732155884849d2194784912a15056bl15056n219302211222291222762082985185b2216235637a215633592185163b85099c223522193121673226452072522087359242145615056n217552167222771228052228485205b21380226372226284997a84997d20829219492241147580215638483285188a223552217184509a22772216712167285185b2072684849d84832222812277020733211662132784510a2065585188a21470211102144522090208292235215056n222412175584865213292116985071d82567214702208621121219472188320655213802226220665210352192921928224112166821754400012071922719228442072479321216692072585099b2072784946212402067521244210332193182001s85099b82482213138497821314226632241122385222812111022613220882290822805227732175515056n825832082947590a2066585071d85071a84849d224182242084563a2147072799f8248421240215232067721243212442067521239211652116637444c37444a84750b84849d2198721121211222153782613a851872228184997a226632224182583824868248372760b79321212388497822364228452224175049l4742147590a2277122805206552123922325222628248384997a223182278815056n85014a21470215592217120725219312072622355216682208717129f21080215234818721558216722167021673216692271922774227722217122170213862229121169217312262085232a21755219342228185150211692143921380220902208922088225258518782483213142131385099b2193622101207282131375049l2121848173c4818548111481162124222197714598497822087824838248622104848328494621989225258515221755213802173320829206658437821035215578258184912a2209022321224112103385188a22291359212275221389215632156422771228052208782494l218844758021563215642252120829213802246722778849782271917129f219313744621035214702116622089225232065584997a85200213892229122525225582275522758227562275322754227578494982613c2138085188a215642275822757227562275522754227532198722243826002208885205b21171224112319923201232052320422661232052320823206851972228115056p2145921212216692167122355712792195582001s85099b2277522355223562072320724223832072622382223842072520727207282241121929226632193020711223852103321928223862193120712211758515222670231822267122672226752267422673850532245715056n15056p2144784563a2227882613a206558494922637226202262021731223322233122333223342209022089220882208722908213272132922281847892101221564220872075021928219292241120750221752156484997a221622215184949208292213922457219342319923201851522117584832226202186485014b15056bl15056n2208821931223844000320676206742072775049l84755849787145922386207122241185099f85099b227782167321672216702166921668217922266321211219882279620750218992140884997d21380227662217584997a21731231402314121115217332156321564211662116482600232564758015056n15056bl21557226372213921033223852192822457849782316885099b2193020711224272238685099f21931207192071221929226612238322382207182308484997c2319223191231902316523167231662237946138b2320621559221522156346138b232062241122178219312213921929223862266385099c85099f22386207122237921175712702186747590b22766226612071923208475802238315056n207282082920726207242072322356212452124284997a84997b232052320885099f22386207122192985099c84510a2320422383232012209084509a85099c23208231992238621929207272071220718228962071923205207262072385099f2325622382207282238422139216702308415056bl2275284692227572275822756232052235620724207232072620725219292103385099f85099b8497875049l17129f8248422774227722277121314227782316815056bl15056n84849d82613d826002227884997a84997c71270712702115922663211692275221467211152143984997b84997d22891227582155784970s20829213802173122382220832111548194226612072722663207192303423035230332242722103714772238217129f82001s20685232042071923206207282319923201224112238685099b21928219312189984596b84596f2111521166215562117121163213802173115056n15056bl22083826002156484347212312208321559224112193185099c2308923084217311600882001s21137227552275621787214472204121175211792116923182211942120815056n2067921557223162319247590a211242319623197231982242622278223158505384596f2328523286232872328818097c228912235447559b47580231992266385099b17091j2257122572210332238647590a2156321557227522111082613d17091j15056n206792173123201223852316623165231632242623182226712303520829220452167322548217902267022409224072240622408224072217921980219832198522615224682198221984219672261647310m2071221137160084811185159a85159b219302071185014b82613d22671208292121120898218672275622753227582275722754227552262022139231822215121447212328248622905229042290323197162252319223190229082178747351b2238675049l223602303322426230352308921716217152277371477227732277422041217182142821672216692290816225224672066584347229052116922671231822319823196231971600885014b15056n15056bl21671216682152348187231682303484569a84569d15056bl15056n20711219302071282600207262072421669216682167121670216722310417129f2113722467824862124585099f2192922775232062238322384207271600821731231822319647310m208292113721718217152318222316227552240923166231672319823197223152231615056bl71459207331600815056n15056bl22316231822277547310m22178231672267084970l2221922139214242142623198231962319723198217542240622409219862179121790226702178721930223862319985099c226702198222409217872247648173c15056bl22755211372131347310m82001s2316822197220412231648173c15056bl15056n85099b2267523201225482318272802a2213547351b1600823198712702121021424214272142822406217182171621467231672308922315223642277817129f213137147775049l8497847351b23168231652284482001s21137160082275215056bl15056n22620217552175448173c21934226372308922409214302240722408224104748047471217312267022665221512275722756227582275322754227552319823197231962267221447208292217421428228918256782600211752267521425214272290422905229032179021791225482254916225224062171822560222972198721439218672065584997d84997c84997a84997b221392293922990214702070479302m21989217152171622134231542210148173c221782235221470216692277385099c2316723166223862071322674226752232622328223272232922410227552233322411207122193021929219342267522670226732267415056n15056bl2303123029230322302822758217872082922646226452318446118214282217922326227212236223403219282192922663207112241121930207122217322682226832268022681226842268522670226792268622677226712267222673226782267684406b2314723146231482082922427227582232684949221322213379066k2318247563a84912a221398483220655213292189921327224292194723016215312264422637221792116621867209862250085014b85014a213802275221684231842153023142228982289921523230892242715056bl21791222162179022904230361622522644226462192920711211662227822674226912269222414223652236685014a206792316921110850531622523190231922319122754226202278144089c44089a8434721327213292231822085226712290421380226282257185099b79066k2238621928475802268622685226812233122406843472266321561215592113720713233152331623317214272241023026231632189222310215302264422646232752264522757219342268321427212573592422227231972275522686226852267622671218822188022326214702303184970l2120721166211652232715056bl8434784510a208292213984509a2316822467231662316585159b217747145948184231692208385099c22411207122268622676226702267722679226812302923032227582327522409218122318221086223322233315056n15056bl16008226632193421121226802267623032221712267715056p2331622366226202231085014b2132921791213272117422326227582198721881223312227621530227562188221812218112186421866230312275722162475802233222333212574818479302m4818522678226832314715056bl2173122326232752303122677226862268023148222972290521232217902236684600215302303221811227552213917091j211372121022686226782268322682226762267722685212588460084510a23275226208434715056bl208292267421731222278494784347215582314822663215302275821012229042213921094207132246822905226792275822755230322217521530224262104184510a23147226718434715056bl21755215312263722386219342319622758222272155822904843752173122161226822267722678843472240723169224672125884947211372275522758231682327548173c849472242616008225562319722572225712213921879218832188121880226202193422426229622296322227221392314716008843478248684510a22753227572138015056bl15056n23031231462241115056n15056bl21773227572181122904229052290322227226852268222683226782267622671226772268022670226812268422686226792267222754227562275322673226752267423163160082318222310211212188384375231462186722175851502116421169851522117521530224682217921211211642198821557226204742120679220652296322962211372316823166231672238620712227782213922844219342193021929219282131375049l84945847924811182483824822266385099c224112217182001s217312143915056p21987843472206582486206852222723271223332115947559b2082923397481872181184347218922314821812220782101222227223652242623168207112179122152215302275422753227562275723317233152250072800e160082184422227231962318422310217872267421880218822192822663221792082921892843752242920712220832316922467725982222735001g211101601621949218998483684347211694811684970s2067979302m8505321012233972236547563a21470214282082923026232752238685099c224114818821169207182072485099b223278469223031213808520285204852032319784347233162331522265207132279415056bl2204121169843472278123315233162275584971s442354423444235227582275523197226912113721258224142152448116231692331523316233172179022678222622189222227217182171623184231962193185099b84347224108494523147231482240647310m79302m22905461188497822752212582332621313481872331723197210122222722794231822175585053231102116921258231682316721314211374423484347	1	< 0.1%
22297227712277222773228052246922197211252112685049c85049d85049e85049g21061210632106284380843782296421213224172121284992219752238320728207272229620728207252072722383223842123222646223182072720728223832238423209207252264622645212312123223089231472314682486221972265022644224692219722469207272072822383232092193185099c2320385099b2192821929824868248385130b85130c2072522384235832330122383232092246922650221972309623452234532229720725	1	< 0.1%
22086229102283722730227278248484050226054811148188206852152322278217418517437343229042153121533210682107121523847542298522983226492153922072214982149921527374482224522693847552282722030232322323122501229262250222241229572228722699219222235422721226662292684879224422244322441212012290421218214072111622730227272260522697226982269922502225012242382484218447932121187475662111421925226912121021094210802108622333220902208722088220842208321202212042296475049l84380224372120721215231092229722927224432244121114231082260721917206852329823173226992269822697227252273022729227282272723283224568248485123a22501220372320823209232032320223046231702316821094220902208822083212122108621201212042120622197212132300022999226242272623244232352324521922225052272922728227252273022727793212242322781226052320822441224432269722699232452269885049g2317384755359702310122603226022321323209231122245622767227688248622766219168248479321219222290422026220302150622983226522317023175231742242722191227262272922730230572229622297227412256122083224182219723190210802299923000220902108621094217542111422725227272269922697226242260522441232088248322766227672320922698227262324521497232327147723075230462307022792230662306521916224568248422191227212266522666214072316885123a2317323109233502339323395234122335622467232432284322841235592269323196231972150622983229852354623545793212242382484714772323223109230702328323462233562266622665226052219121497217542245623112226992269823172231712317022727227262331122732233192208623381219802337922114233562335584029g23503230002299922436	1	< 0.1%
2211022098221002276622451225498474485049e213282296117091a2247384509a84510a22767227682146321464208208515022117211694812982580825788258122413219072244121122228518499122810228092243520966209632096122068217432174484709b2159221587209922266285123a228048248320749207252238220726223842246784625c84625a21108228482103347570b84030e22428225021621884559b84559a22437224368522722983220302119921829212942233222181222712227421989230532305216259475662329821034223542132640001851072332223321233332333423332224602298323109230822103423177851771623621703210982299723501235042350222621227552183223188230842207485049c1622585123a2214422910207582343423435233112340622766227282335282616c23044224912339523393233942278523569235702357184029g2147923319233188401223531227812348621034	1	< 0.1%
22728227272272621724218831000221791210352232622629226592263122661217312290021913225402254422492210862108022726227272272822729211212232620750225512255622555217312239022333223312071921883210422236721094225402253922556225542255121981226152261622614162182232622492230072301021559210422108021086210942124021731223332233122556225542272922197220902249222991230092328023281225562249222434212402123822090227292072420719210392112121212211542098320981212458438023100212402123821244212422329822197212102235622466226102260922561227262272722728227291621823124210942108021086215592233322728210802109421086229552263622556359702198821989219872255422551220812208222080212102115621080210862109423445223262316922326224922103921210226592272622727227282233322466233282338823389233902337323374229912173122778221972336823367235062350922629215592115620750220902329822539233892235223389233882339022197207242348023570233672255522951224172197620719207242235622492226362219722083223262232821207227272272622728227302344523298212122336723368223332299121094210862108021988219892198721680223322359823084235622254022544234802308423298229092261322617235152236721156223522155922326233882272822726	1	< 0.1%
22086228432284122839224232290722961225852208422423212322245722084233782312922423220772295023351233502331923354220868494622734229522301323012	1	< 0.1%
Other values (2963)	2963	99.4%

Most occurring characters

Value	Count	Frequency (%)
2	568777	30.7%
1	193850	10.5%
3	182049	9.8%
8	140316	7.6%
9	133911	7.2%
0	129867	7.0%
4	125320	6.8%
7	121703	6.6%
5	121128	6.5%
6	104084	5.6%
Other values (23)	30857	1.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1821005	98.3%
Uppercase Letter	30846	1.7%
Space Separator	11	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	8451	27.4%
A	7546	24.5%
C	3827	12.4%
D	2101	6.8%
L	1834	5.9%
E	1419	4.6%
F	1252	4.1%
S	1160	3.8%
G	991	3.2%
P	565	1.8%
Other values (12)	1700	5.5%

Decimal Number

Value	Count	Frequency (%)
2	568777	31.2%
1	193850	10.6%
3	182049	10.0%
8	140316	7.7%
9	133911	7.4%
0	129867	7.1%
4	125320	6.9%
7	121703	6.7%
5	121128	6.7%
6	104084	5.7%

Space Separator

Value	Count	Frequency (%)
	11	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1821016	98.3%
Latin	30846	1.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	8451	27.4%
A	7546	24.5%
C	3827	12.4%
D	2101	6.8%
L	1834	5.9%
E	1419	4.6%
F	1252	4.1%
S	1160	3.8%
G	991	3.2%
P	565	1.8%
Other values (12)	1700	5.5%

Common

Value	Count	Frequency (%)
2	568777	31.2%
1	193850	10.6%
3	182049	10.0%
8	140316	7.7%
9	133911	7.4%
0	129867	7.1%
4	125320	6.9%
7	121703	6.7%
5	121128	6.7%
6	104084	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1851862	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	568777	30.7%
1	193850	10.5%
3	182049	9.8%
8	140316	7.6%
9	133911	7.2%
0	129867	7.0%
4	125320	6.8%
7	121703	6.6%
5	121128	6.5%
6	104084	5.6%
Other values (23)	30857	1.7%

avg_ticket
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	2966
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.90005685

Minimum	2.150588235
Maximum	56157.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.3 KiB

Quantile statistics

Minimum	2.150588235
5-th percentile	4.916661099
Q1	13.11933333
median	17.97438356
Q3	24.98828571
95-th percentile	90.497
Maximum	56157.5
Range	56155.34941
Interquartile range (IQR)	11.86895238

Descriptive statistics

Standard deviation	1036.934336
Coefficient of variation (CV)	19.9794451
Kurtosis	2890.70744
Mean	51.90005685
Median Absolute Deviation (MAD)	5.994222271
Skewness	53.4442279
Sum	154091.2688
Variance	1075232.818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	2	0.1%
4.162	2	0.1%
14.47833333	2	0.1%
18.15222222	1	< 0.1%
13.92736842	1	< 0.1%
36.24411765	1	< 0.1%
29.78416667	1	< 0.1%
22.8792623	1	< 0.1%
20.51104167	1	< 0.1%
149.025	1	< 0.1%
Other values (2956)	2956	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.150588235	1	< 0.1%
2.4325	1	< 0.1%
2.462371134	1	< 0.1%
2.511241379	1	< 0.1%
2.515333333	1	< 0.1%
2.65	1	< 0.1%
2.656931818	1	< 0.1%
2.707598253	1	< 0.1%
2.760621572	1	< 0.1%
2.770464191	1	< 0.1%

Value	Count	Frequency (%)
56157.5	1	< 0.1%
4453.43	1	< 0.1%
3202.92	1	< 0.1%
1687.2	1	< 0.1%
952.9875	1	< 0.1%
872.13	1	< 0.1%
841.0214493	1	< 0.1%
651.1683333	1	< 0.1%
640	1	< 0.1%
624.4	1	< 0.1%

avg_recency_days
Categorical

HIGH CARDINALITY

Distinct	290
Distinct (%)	9.8%
Missing	0
Missing (%)	0.0%
Memory size	23.3 KiB

35 days	49
14 days	45
46 days	43
21 days	43
22 days	43
Other values (285)	2746

Length

Max length	8
Median length	7
Mean length	7.127989222
Min length	6

Characters and Unicode

Total characters	21163
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	67 ?
Unique (%)	2.3%

Sample

1st row	35 days
2nd row	27 days
3rd row	23 days
4th row	92 days
5th row	8 days

Common Values

Value	Count	Frequency (%)
35 days	49	1.7%
14 days	45	1.5%
46 days	43	1.4%
21 days	43	1.4%
22 days	43	1.4%
38 days	42	1.4%
17 days	41	1.4%
27 days	41	1.4%
28 days	41	1.4%
26 days	41	1.4%
Other values (280)	2540	85.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
days	2969	50.0%
35	49	0.8%
14	45	0.8%
46	43	0.7%
21	43	0.7%
22	43	0.7%
38	42	0.7%
17	41	0.7%
27	41	0.7%
28	41	0.7%
Other values (281)	2581	43.5%

Most occurring characters

Value	Count	Frequency (%)
	2969	14.0%
d	2969	14.0%
a	2969	14.0%
y	2969	14.0%
s	2969	14.0%
1	1181	5.6%
2	861	4.1%
3	715	3.4%
4	651	3.1%
5	633	3.0%
Other values (5)	2277	10.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	11876	56.1%
Decimal Number	6318	29.9%
Space Separator	2969	14.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	1181	18.7%
2	861	13.6%
3	715	11.3%
4	651	10.3%
5	633	10.0%
6	513	8.1%
7	505	8.0%
9	437	6.9%
8	429	6.8%
0	393	6.2%

Lowercase Letter

Value	Count	Frequency (%)
d	2969	25.0%
a	2969	25.0%
y	2969	25.0%
s	2969	25.0%

Space Separator

Value	Count	Frequency (%)
	2969	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	11876	56.1%
Common	9287	43.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
	2969	32.0%
1	1181	12.7%
2	861	9.3%
3	715	7.7%
4	651	7.0%
5	633	6.8%
6	513	5.5%
7	505	5.4%
9	437	4.7%
8	429	4.6%

Latin

Value	Count	Frequency (%)
d	2969	25.0%
a	2969	25.0%
y	2969	25.0%
s	2969	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21163	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2969	14.0%
d	2969	14.0%
a	2969	14.0%
y	2969	14.0%
s	2969	14.0%
1	1181	5.6%
2	861	4.1%
3	715	3.4%
4	651	3.1%
5	633	3.0%
Other values (5)	2277	10.8%

frequency
Real number (ℝ_≥0)

Distinct	1345
Distinct (%)	45.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07534240692

Minimum	0.005464480874
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.3 KiB

Quantile statistics

Minimum	0.005464480874
5-th percentile	0.009469702633
Q1	0.01785714286
median	0.02949852507
Q3	0.05555555556
95-th percentile	0.2393929539
Maximum	6
Range	5.994535519
Interquartile range (IQR)	0.0376984127

Descriptive statistics

Standard deviation	0.2313970644
Coefficient of variation (CV)	3.071272526
Kurtosis	217.4065284
Mean	0.07534240692
Median Absolute Deviation (MAD)	0.01446093109
Skewness	12.28158046
Sum	223.6916062
Variance	0.05354460142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1428571429	21	0.7%
0.3333333333	19	0.6%
0.5	18	0.6%
0.07142857143	17	0.6%
0.03225806452	16	0.5%
0.02857142857	15	0.5%
0.1818181818	15	0.5%
0.09523809524	15	0.5%
0.04761904762	15	0.5%
0.4	15	0.5%
Other values (1335)	2803	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.005464480874	1	< 0.1%
0.005479452055	1	< 0.1%
0.005509641873	1	< 0.1%
0.005524861878	1	< 0.1%
0.005602240896	2	0.1%
0.005617977528	1	< 0.1%
0.005633802817	2	0.1%
0.005681818182	1	< 0.1%
0.005698005698	2	0.1%
0.005714285714	3	0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
4	1	< 0.1%
3	3	0.1%
2	11	0.4%
1.833333333	1	< 0.1%
1.5	1	< 0.1%
1.333333333	2	0.1%
1	14	0.5%
0.75	1	< 0.1%
0.6666666667	12	0.4%

qtde_returns
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	214
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.1569552

Minimum	0
Maximum	80995
Zeros	1481
Zeros (%)	49.9%
Negative	0
Negative (%)	0.0%
Memory size	23.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	9
95-th percentile	100.6
Maximum	80995
Range	80995
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	1512.496135
Coefficient of variation (CV)	24.33349783
Kurtosis	2765.52864
Mean	62.1569552
Median Absolute Deviation (MAD)	1
Skewness	51.79774426
Sum	184544
Variance	2287644.557
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1481	49.9%
1	164	5.5%
2	148	5.0%
3	105	3.5%
4	89	3.0%
6	78	2.6%
5	61	2.1%
12	51	1.7%
8	43	1.4%
7	43	1.4%
Other values (204)	706	23.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1481	49.9%
1	164	5.5%
2	148	5.0%
3	105	3.5%
4	89	3.0%
5	61	2.1%
6	78	2.6%
7	43	1.4%
8	43	1.4%
9	41	1.4%

Value	Count	Frequency (%)
80995	1	< 0.1%
9014	1	< 0.1%
8004	1	< 0.1%
4427	1	< 0.1%
3768	1	< 0.1%
3332	1	< 0.1%
2878	1	< 0.1%
2022	1	< 0.1%
2012	1	< 0.1%
1776	1	< 0.1%

avg_basket_size
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	1973
Distinct (%)	66.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	249.349541

Minimum	1
Maximum	40498.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.3 KiB

Quantile statistics

Minimum	1
5-th percentile	44
Q1	103.25
median	172
Q3	281.5
95-th percentile	599.52
Maximum	40498.5
Range	40497.5
Interquartile range (IQR)	178.25

Descriptive statistics

Standard deviation	791.5024106
Coefficient of variation (CV)	3.174268569
Kurtosis	2256.245507
Mean	249.349541
Median Absolute Deviation (MAD)	82.75
Skewness	44.68328098
Sum	740318.7873
Variance	626476.066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	11	0.4%
114	10	0.3%
73	9	0.3%
86	9	0.3%
82	9	0.3%
136	8	0.3%
60	8	0.3%
75	8	0.3%
88	8	0.3%
71	7	0.2%
Other values (1963)	2882	97.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	0.1%
2	1	< 0.1%
3.333333333	1	< 0.1%
5.333333333	1	< 0.1%
5.666666667	1	< 0.1%
6.142857143	1	< 0.1%
7.5	1	< 0.1%
9	1	< 0.1%
9.5	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
40498.5	1	< 0.1%
6009.333333	1	< 0.1%
4282	1	< 0.1%
3906	1	< 0.1%
3868.65	1	< 0.1%
2880	1	< 0.1%
2801	1	< 0.1%
2733.944444	1	< 0.1%
2518.769231	1	< 0.1%
2160.333333	1	< 0.1%

avg_unique_basket_size
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1010
Distinct (%)	34.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.15507374

Minimum	1
Maximum	299.7058824
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.3 KiB

Quantile statistics

Minimum	1
5-th percentile	3.345454545
Q1	10
median	17.2
Q3	27.75
95-th percentile	56.94
Maximum	299.7058824
Range	298.7058824
Interquartile range (IQR)	17.75

Descriptive statistics

Standard deviation	19.51303316
Coefficient of variation (CV)	0.8807478316
Kurtosis	27.69469772
Mean	22.15507374
Median Absolute Deviation (MAD)	8.2
Skewness	3.498252107
Sum	65778.41393
Variance	380.7584629
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	53	1.8%
14	40	1.3%
11	38	1.3%
20	33	1.1%
9	33	1.1%
1	32	1.1%
18	31	1.0%
10	30	1.0%
16	29	1.0%
17	28	0.9%
Other values (1000)	2622	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	32	1.1%
1.2	1	< 0.1%
1.25	1	< 0.1%
1.333333333	2	0.1%
1.5	8	0.3%
1.568181818	1	< 0.1%
1.571428571	1	< 0.1%
1.666666667	4	0.1%
1.833333333	1	< 0.1%
2	24	0.8%

Value	Count	Frequency (%)
299.7058824	1	< 0.1%
259	1	< 0.1%
203.5	1	< 0.1%
148	1	< 0.1%
145	1	< 0.1%
136.125	1	< 0.1%
135.5	1	< 0.1%
127	1	< 0.1%
122	1	< 0.1%
118	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	customer_id	gross_revenue	recency_days	qtde_invoices	qtde_items	qtde_products	avg_ticket	avg_recency_days	frequency	qtde_returns	avg_basket_size	avg_unique_basket_size
0	0	17850	5391.21	372.0	34.0	1733.0	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	18.152222	35 days	0.492958	40.0	50.970588	8.735294
1	1	13047	3232.59	56.0	9.0	1390.0	848792274522748227492231084969226232262221754217552177748187229602291322912229142175616161P227662270823231850158501622829227222296022961229692272022549209722274384969226222165821756217542175548184226922274822745227492296022722227202097222274849692262322499226072165847566217562175421755219022190121899219002207785123A2315223182231612316023163231622316423177231762300622996230702312623299849692165822423475662162123092231122311023111231182309323089231682323623240231752317323245230322303123029230288505322090220892208885123A217554756622423849692312620972227202315223162231632262316161P21754217552190121900481872311223111231102309323028232452324023173232362318223161231602296023546235452323122720227082298622739234352296022722227202097222621481884818448187230322303185053232452289922367235142351323511231982329423295230252347023397230962348723109234342208685049E	18.904035	27 days	0.048930	35.0	154.444444	19.000000
2	2	12583	6705.38	2.0	15.0	5028.0	22728227272272621724218831000221791210352232622629226592263122661217312290021913225402254422492210862108022726227272272822729211212232620750225512255622555217312239022333223312071921883210422236721094225402253922556225542255121981226152261622614162182232622492230072301021559210422108021086210942124021731223332233122556225542272922197220902249222991230092328023281225562249222434212402123822090227292072420719210392112121212211542098320981212458438023100212402123821244212422329822197212102235622466226102260922561227262272722728227291621823124210942108021086215592233322728210802109421086229552263622556359702198821989219872255422551220812208222080212102115621080210862109423445223262316922326224922103921210226592272622727227282233322466233282338823389233902337323374229912173122778221972336823367235062350922629215592115620750220902329822539233892235223389233882339022197207242348023570233672255522951224172197620719207242235622492226362219722083223262232821207227272272622728227302344523298212122336723368223332299121094210862108021988219892198721680223322359823084235622254022544234802308423298229092261322617235152236721156223522155922326233882272822726	28.902500	23 days	0.045822	50.0	335.200000	15.466667
3	3	13748	948.25	95.0	5.0	439.0	22086228432284122839224232290722961225852208422423212322245722084233782312922423220772295023351233502331923354220868494622734229522301323012	33.866071	92 days	0.017986	0.0	87.800000	5.600000
4	4	15100	876.00	333.0	3.0	80.0	212582125821258	292.000000	8 days	0.139535	22.0	26.666667	1.000000
5	5	15291	4623.30	25.0	14.0	2102.0	22114217338248482486217542242422505227682175421755217562217084406B848792113685066227962229422487481884819420685847552162121623229682275922762217564818882486222412228848185215242242482486222192217084406B221732218948138481942152448111212322125984970L22855222122224121756206858248646000S222198487922189228222152348188847557147784970L22784216732167221669216682284422852228452285348184824862167221754217552166821669216702175521670216692166822578225792257721524481882173321754217552211222577225782257922784222122221923355	45.326471	23 days	0.054598	29.0	150.142857	7.285714
6	6	14688	5630.87	7.0	21.0	3621.0	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	17.219786	18 days	0.073770	399.0	172.428571	15.571429
7	7	17809	5411.91	16.0	12.0	2057.0	229612294322617225692256884032B84032A227492294022909226522291022585215232262421523226244813823284232982298822366214632146422334210342233310120162352243921914212202132920974218292328423382229092295022910221412214223312225852296122561231882299122992231928469223300843478434723300231882214222141232982236623300	88.719836	35 days	0.039216	41.0	171.416667	5.083333
8	8	15311	60767.90	0.0	91.0	38194.0	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days	0.316354	474.0	419.714286	26.142857
9	9	16098	2005.63	87.0	7.0	613.0	1000221912218322241122379223812279822726229262283922838227832292622782224112091422381206812269022730227282272722381223792241122926230942241184673B84673A21888230802238122992224112272622730227272272520914230942299222411150392091484077227282272923315233162273022725227262272722728227292272722730227252241122726227262191221888847542321523214	29.934776	47 days	0.024476	0.0	87.571429	9.571429

Last rows

	df_index	customer_id	gross_revenue	recency_days	qtde_invoices	qtde_items	qtde_products	avg_ticket	avg_recency_days	frequency	qtde_returns	avg_basket_size	avg_unique_basket_size
2959	5627	17727	1060.25	15.0	1.0	645.0	8505321928219292358123203229962300484978849462205122986232312354616156S215232269248187235972329822169221702309323408824822299047591D22965229892242522429224268505923243233372333523198219772330723295226242262722720232452297922980229782298122982229932349522722227232290723104225572255522556225512255423370233662143023236232402179022622	16.064394	6 days	0.333333	6.0	645.000000	66.0
2960	5637	17232	421.52	2.0	2.0	203.0	843472148423356228162281823695220302077723439228662076620764228672286523494234932334422142229662208122991207612158421484843472357622144233192076123240224282286522726228672272723344	11.708889	12 days	0.166667	0.0	101.500000	18.0
2961	5638	17468	137.00	10.0	2.0	116.0	2320422460212312259621070	27.400000	4 days	0.500000	0.0	58.000000	2.5
2962	5649	13596	697.04	5.0	2.0	406.0	2262523345233462297823580231162285121136848422296184997A2236722899232752294921080232542171522450849922325622429223602329321877219758499123173220912327523289232902197223313233382296621592229552295122326218778498821034481872197523372229512241723296235752324123177235602334522630235082331322948224172295122630226292308423306232032339023494234932334323299227542290922910229032337122551235082248921878226232254921889225302254323320232852328823286232872308422534225442255623510233892294823598225632256222093227302340122111216152330722093234092337123241231932319421913230802242321888216212187822554226622238222499233902251622517225142251521715217182337284978231302244522450224462319723529216152319822489233722337123377849918497822485220912113622956232712246022178232452323922813231902274622748231772319423241232422179023367233462336823345	4.199036	7 days	0.285714	0.0	203.000000	83.0
2963	5655	14893	1237.85	9.0	2.0	799.0	85183A2278220749222772193122380232022245722089216422331079302M2308222780230792231021314224232289422907229082227884912B2116717084N17091J2207522580235812149722438224392218170007217902170521703229602137722467229692110884031B84032B84032A84031A2236147421850662311085183B233532349285049A2290922818224568248485152825822117521174211812190821166219072315523200231992320385099F85099B23202	16.956849	2 days	1.000000	0.0	399.500000	36.5
2964	5659	12479	473.20	11.0	1.0	382.0	21212212102108021086219892198721558212112121321882224378499222993226282121623243212172272021088219882109422215227342207785049E85049C20978209792097323370	15.773333	4 days	0.375000	34.0	382.000000	30.0
2965	5680	14126	706.13	7.0	3.0	508.0	22274221502227322779226212245785123A2096122605224332147923444209632256020961	47.075333	3 days	1.333333	50.0	169.333333	5.0
2966	5686	13521	1092.39	1.0	3.0	733.0	2353523301233002332022138228352211385177226512187823084851782262185039A21313219142145422620235702299323251218182181021819710502149435471D233272332621135230748497823367216842214422150218892179023189226592249484347216162162021615850592181821819221162117221905230602328121446234982342223420220912272784625A2301323014224812286322972229742332882551224022132985032A85032B85032C232932283122196210662299323293232942329521314224282218222961233682336523366235522349722196221952334023382230842259222842228402242922208222082220922211215342152821537359673596423163231622236747591D215922235222945232492325023251214942297722977210122348922071220702332022509223652277022605226072330123300219122254923526216192171384031B2067915056N229522211323356228352211122695221962295223295224242159284032B2339423396233952339321714233282353523536230892140121400233388498822190234942191422546851782318222673226712178721914210642255785231B232418505322118221192301923080848322308421718214942342222494840122329522642843752219621790219162212322942212792281122457224092240622398224002240021716224412296085061W2306023281234252241984707A22076220752247623169224742316935471D23328849472296423101231002341835970231682329522956234892263922642226382264323214218182181921810229562349523552234982349723296232932329523294212632250915056P20679206862217023084209922198421790235042209123376235062351022280222792295285176227272238923367225572255190214E2253022546225442254422533225342214422744227432349390214P90214I22651218782173921064207332198421705233002330122500216192308022940209722215085015150392262122500211152189121890220962275420996218942314421260213132138384993A848792113621718225222318985169A85169C85026B2249521494230742330922132220992339820986220972162085231B21976849918497822139214392267121172231882199321329235512110922119224732247422209224222339947469223982240223356221112283522113221102221022211222082144679063C22620231222163821640209752299322075220742207622481225632256222564222762207222109221082212484596B23252224752334022314229387000623368233662097522561229552247284819215912159284692359702264222343221962156322195215302197723123208682171522638226432321221162232812338223100218192181023212232152181021808218032295522956233202209422942	2.511241	4 days	0.333333	0.0	244.333333	145.0
2967	5696	15060	301.84	8.0	4.0	262.0	22485224562346123090214942115484876B84877B215922199135471D85049A85049E235622298223100232752308422616229522125822597227342369485049A2202822209229522226635810B2161621619216158511185183A22500233952339422654231982235822507222782103485177233782261623376233782357117012D17012B2115485049E22734225858517685183A85049A225782257723359219912220922952222082337822597225782257785111226972346123090223782346185049E23354215922108022654231002327523352233512235823570221151625421616216152161935471D85032B223492234884877B84876B84876B2198085032C22754227552075520777223482339423395214282103422456206682245622030224022329123292234992191621991	2.515333	1 days	4.000000	0.0	65.500000	30.0
2968	5715	12558	269.96	7.0	1.0	196.0	227122334485099B2320979191C233928482823158215072150822027	24.541818	6 days	0.333333	196.0	196.000000	11.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows